Dataset statistics
| Number of variables | 28 |
|---|---|
| Number of observations | 21464 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.1 MiB |
| Average record size in memory | 152.0 B |
Variable types
| Numeric | 7 |
|---|---|
| Categorical | 21 |
Customer ID has a high cardinality: 21464 distinct values | High cardinality |
Income (USD) is highly correlated with Property Age | High correlation |
Loan Amount Request (USD) is highly correlated with Current Loan Expenses (USD) and 1 other fields | High correlation |
Current Loan Expenses (USD) is highly correlated with Loan Amount Request (USD) and 1 other fields | High correlation |
Property Age is highly correlated with Income (USD) | High correlation |
Property Price is highly correlated with Loan Amount Request (USD) and 1 other fields | High correlation |
Type of Employment_missing_val is highly correlated with Profession_Pensioner | High correlation |
Profession_Working is highly correlated with Profession_Commercial associate | High correlation |
Profession_Commercial associate is highly correlated with Profession_Working | High correlation |
Profession_Pensioner is highly correlated with Type of Employment_missing_val | High correlation |
Location_Semi-Urban is highly correlated with Location_Rural | High correlation |
Location_Rural is highly correlated with Location_Semi-Urban | High correlation |
Income (USD) is highly correlated with Property Age | High correlation |
Loan Amount Request (USD) is highly correlated with Current Loan Expenses (USD) and 1 other fields | High correlation |
Current Loan Expenses (USD) is highly correlated with Loan Amount Request (USD) and 1 other fields | High correlation |
Property Age is highly correlated with Income (USD) | High correlation |
Property Price is highly correlated with Loan Amount Request (USD) and 1 other fields | High correlation |
Type of Employment_missing_val is highly correlated with Profession_Pensioner | High correlation |
Profession_Working is highly correlated with Profession_Commercial associate | High correlation |
Profession_Commercial associate is highly correlated with Profession_Working | High correlation |
Profession_Pensioner is highly correlated with Type of Employment_missing_val | High correlation |
Location_Semi-Urban is highly correlated with Location_Rural | High correlation |
Location_Rural is highly correlated with Location_Semi-Urban | High correlation |
Income (USD) is highly correlated with Property Age | High correlation |
Loan Amount Request (USD) is highly correlated with Current Loan Expenses (USD) and 1 other fields | High correlation |
Current Loan Expenses (USD) is highly correlated with Loan Amount Request (USD) and 1 other fields | High correlation |
Property Age is highly correlated with Income (USD) | High correlation |
Property Price is highly correlated with Loan Amount Request (USD) and 1 other fields | High correlation |
Type of Employment_missing_val is highly correlated with Profession_Pensioner | High correlation |
Profession_Working is highly correlated with Profession_Commercial associate | High correlation |
Profession_Commercial associate is highly correlated with Profession_Working | High correlation |
Profession_Pensioner is highly correlated with Type of Employment_missing_val | High correlation |
Location_Semi-Urban is highly correlated with Location_Rural | High correlation |
Location_Rural is highly correlated with Location_Semi-Urban | High correlation |
Current Loan Expenses (USD) is highly correlated with Property Price and 1 other fields | High correlation |
Profession_Working is highly correlated with Profession_Commercial associate and 1 other fields | High correlation |
Income (USD) is highly correlated with Property Age | High correlation |
Location_Semi-Urban is highly correlated with Location_Rural | High correlation |
Property Price is highly correlated with Current Loan Expenses (USD) and 1 other fields | High correlation |
Dependents_1.0 is highly correlated with Dependents_2.0 | High correlation |
Property Age is highly correlated with Income (USD) | High correlation |
Type of Employment_missing_val is highly correlated with Profession_Pensioner | High correlation |
Profession_Commercial associate is highly correlated with Profession_Working | High correlation |
Profession_Pensioner is highly correlated with Profession_Working and 1 other fields | High correlation |
Dependents_2.0 is highly correlated with Dependents_1.0 and 1 other fields | High correlation |
Dependents_3.0 is highly correlated with Dependents_2.0 | High correlation |
Location_Rural is highly correlated with Location_Semi-Urban | High correlation |
Loan Amount Request (USD) is highly correlated with Current Loan Expenses (USD) and 1 other fields | High correlation |
Profession_Working is highly correlated with Profession_Commercial associate | High correlation |
Profession_Commercial associate is highly correlated with Profession_Working | High correlation |
Location_Semi-Urban is highly correlated with Location_Rural | High correlation |
Type of Employment_missing_val is highly correlated with Profession_Pensioner | High correlation |
Profession_Pensioner is highly correlated with Type of Employment_missing_val | High correlation |
Location_Rural is highly correlated with Location_Semi-Urban | High correlation |
df_index is uniformly distributed | Uniform |
Customer ID is uniformly distributed | Uniform |
df_index has unique values | Unique |
Customer ID has unique values | Unique |
Reproduction
| Analysis started | 2021-06-27 06:21:29.771594 |
|---|---|
| Analysis finished | 2021-06-27 06:22:09.618969 |
| Duration | 39.85 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 21464 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15039.55814 |
| Minimum | 0 |
|---|---|
| Maximum | 29999 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1501.45 |
| Q1 | 7577.5 |
| median | 15097.5 |
| Q3 | 22477.5 |
| 95-th percentile | 28497.85 |
| Maximum | 29999 |
| Range | 29999 |
| Interquartile range (IQR) | 14900 |
Descriptive statistics
| Standard deviation | 8635.922902 |
|---|---|
| Coefficient of variation (CV) | 0.5742138711 |
| Kurtosis | -1.191862581 |
| Mean | 15039.55814 |
| Median Absolute Deviation (MAD) | 7445 |
| Skewness | -0.00767563033 |
| Sum | 322809076 |
| Variance | 74579164.37 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2047 | 1 | < 0.1% |
| 19052 | 1 | < 0.1% |
| 23150 | 1 | < 0.1% |
| 21103 | 1 | < 0.1% |
| 10864 | 1 | < 0.1% |
| 629 | 1 | < 0.1% |
| 4727 | 1 | < 0.1% |
| 27256 | 1 | < 0.1% |
| 29307 | 1 | < 0.1% |
| 19068 | 1 | < 0.1% |
| Other values (21454) | 21454 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 29999 | 1 | |
| 29998 | 1 | |
| 29996 | 1 | |
| 29994 | 1 | |
| 29993 | 1 | |
| 29992 | 1 | |
| 29991 | 1 | |
| 29990 | 1 | |
| 29989 | 1 | |
| 29988 | 1 |
| Distinct | 21464 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.8 KiB |
| C-31712 | 1 |
|---|---|
| C-9550 | 1 |
| C-32444 | 1 |
| C-37121 | 1 |
| C-17283 | 1 |
| Other values (21459) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.780609392 |
| Min length | 3 |
Characters and Unicode
| Total characters | 145539 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 21464 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | C-25431 |
|---|---|
| 2nd row | C-30796 |
| 3rd row | C-41817 |
| 4th row | C-20088 |
| 5th row | C-24848 |
Common Values
| Value | Count | Frequency (%) |
| C-31712 | 1 | < 0.1% |
| C-9550 | 1 | < 0.1% |
| C-32444 | 1 | < 0.1% |
| C-37121 | 1 | < 0.1% |
| C-17283 | 1 | < 0.1% |
| C-48836 | 1 | < 0.1% |
| C-7581 | 1 | < 0.1% |
| C-18019 | 1 | < 0.1% |
| C-48588 | 1 | < 0.1% |
| C-46582 | 1 | < 0.1% |
| Other values (21454) | 21454 |
Length
| Value | Count | Frequency (%) |
| c-6872 | 1 | < 0.1% |
| c-28293 | 1 | < 0.1% |
| c-16888 | 1 | < 0.1% |
| c-4863 | 1 | < 0.1% |
| c-23317 | 1 | < 0.1% |
| c-28383 | 1 | < 0.1% |
| c-25041 | 1 | < 0.1% |
| c-899 | 1 | < 0.1% |
| c-25771 | 1 | < 0.1% |
| c-9415 | 1 | < 0.1% |
| Other values (21454) | 21454 |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 21464 | |
| - | 21464 | |
| 3 | 12994 | |
| 4 | 12979 | |
| 1 | 12903 | |
| 2 | 12799 | |
| 7 | 8604 | |
| 8 | 8596 | |
| 9 | 8563 | 5.9% |
| 5 | 8522 | 5.9% |
| Other values (2) | 16651 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 102611 | |
| Uppercase Letter | 21464 | 14.7% |
| Dash Punctuation | 21464 | 14.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 12994 | |
| 4 | 12979 | |
| 1 | 12903 | |
| 2 | 12799 | |
| 7 | 8604 | |
| 8 | 8596 | |
| 9 | 8563 | |
| 5 | 8522 | |
| 6 | 8453 | |
| 0 | 8198 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 21464 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 21464 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 124075 | |
| Latin | 21464 | 14.7% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| - | 21464 | |
| 3 | 12994 | |
| 4 | 12979 | |
| 1 | 12903 | |
| 2 | 12799 | |
| 7 | 8604 | |
| 8 | 8596 | |
| 9 | 8563 | 6.9% |
| 5 | 8522 | 6.9% |
| 6 | 8453 | 6.8% |
Latin
| Value | Count | Frequency (%) |
| C | 21464 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 145539 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| C | 21464 | |
| - | 21464 | |
| 3 | 12994 | |
| 4 | 12979 | |
| 1 | 12903 | |
| 2 | 12799 | |
| 7 | 8604 | |
| 8 | 8596 | |
| 9 | 8563 | 5.9% |
| 5 | 8522 | 5.9% |
| Other values (2) | 16651 |
| Distinct | 17467 |
|---|---|
| Distinct (%) | 81.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2238.407781 |
| Minimum | 378.76 |
|---|---|
| Maximum | 4497.57 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.8 KiB |
Quantile statistics
| Minimum | 378.76 |
|---|---|
| 5-th percentile | 1051.15 |
| Q1 | 1691.32 |
| median | 2222.435 |
| Q3 | 2650.6725 |
| 95-th percentile | 3806.101 |
| Maximum | 4497.57 |
| Range | 4118.81 |
| Interquartile range (IQR) | 959.3525 |
Descriptive statistics
| Standard deviation | 784.0411152 |
|---|---|
| Coefficient of variation (CV) | 0.3502673292 |
| Kurtosis | 0.1118915527 |
| Mean | 2238.407781 |
| Median Absolute Deviation (MAD) | 496.515 |
| Skewness | 0.5650171066 |
| Sum | 48045184.62 |
| Variance | 614720.4702 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2222.435 | 3397 | 15.8% |
| 2444.68 | 3 | < 0.1% |
| 2471.78 | 3 | < 0.1% |
| 1060.65 | 3 | < 0.1% |
| 1906.59 | 3 | < 0.1% |
| 2442.49 | 3 | < 0.1% |
| 1818.15 | 3 | < 0.1% |
| 1273.08 | 3 | < 0.1% |
| 2114.52 | 3 | < 0.1% |
| 1617.97 | 3 | < 0.1% |
| Other values (17457) | 18040 |
| Value | Count | Frequency (%) |
| 378.76 | 1 | |
| 393.09 | 1 | |
| 418.9 | 1 | |
| 437.63 | 1 | |
| 438.44 | 1 | |
| 442.47 | 1 | |
| 450.16 | 1 | |
| 472.04 | 1 | |
| 487.81 | 1 | |
| 495.7 | 1 |
| Value | Count | Frequency (%) |
| 4497.57 | 1 | |
| 4496.93 | 1 | |
| 4496.44 | 1 | |
| 4495.61 | 1 | |
| 4493.53 | 1 | |
| 4493.3 | 1 | |
| 4490.84 | 1 | |
| 4489.91 | 1 | |
| 4489.73 | 1 | |
| 4486.92 | 1 |
Loan Amount Request (USD)
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 21456 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 83241.6175 |
| Minimum | 6048.24 |
|---|---|
| Maximum | 361883.74 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.8 KiB |
Quantile statistics
| Minimum | 6048.24 |
|---|---|
| 5-th percentile | 20560.837 |
| Q1 | 39966.66 |
| median | 71460.095 |
| Q3 | 113400.31 |
| 95-th percentile | 189614.8265 |
| Maximum | 361883.74 |
| Range | 355835.5 |
| Interquartile range (IQR) | 73433.65 |
Descriptive statistics
| Standard deviation | 54013.27145 |
|---|---|
| Coefficient of variation (CV) | 0.648873401 |
| Kurtosis | 1.088499815 |
| Mean | 83241.6175 |
| Median Absolute Deviation (MAD) | 33884.185 |
| Skewness | 1.09971624 |
| Sum | 1786698078 |
| Variance | 2917433493 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24892.32 | 2 | < 0.1% |
| 81346.59 | 2 | < 0.1% |
| 42718.74 | 2 | < 0.1% |
| 71723.64 | 2 | < 0.1% |
| 73908.66 | 2 | < 0.1% |
| 54256.33 | 2 | < 0.1% |
| 30810.81 | 2 | < 0.1% |
| 43921.71 | 2 | < 0.1% |
| 99765.34 | 1 | < 0.1% |
| 33556.07 | 1 | < 0.1% |
| Other values (21446) | 21446 |
| Value | Count | Frequency (%) |
| 6048.24 | 1 | |
| 6108.05 | 1 | |
| 6145.01 | 1 | |
| 6174.7 | 1 | |
| 6189.5 | 1 | |
| 6307.15 | 1 | |
| 6310.26 | 1 | |
| 6341.02 | 1 | |
| 6431.37 | 1 | |
| 6436.14 | 1 |
| Value | Count | Frequency (%) |
| 361883.74 | 1 | |
| 351190.52 | 1 | |
| 350588.1 | 1 | |
| 349610.15 | 1 | |
| 346164.46 | 1 | |
| 343465.74 | 1 | |
| 336983.76 | 1 | |
| 336792.37 | 1 | |
| 335195.63 | 1 | |
| 333298.19 | 1 |
Current Loan Expenses (USD)
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 18065 |
|---|---|
| Distinct (%) | 84.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 382.1806378 |
| Minimum | 33.76 |
|---|---|
| Maximum | 927.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.8 KiB |
Quantile statistics
| Minimum | 33.76 |
|---|---|
| 5-th percentile | 128.419 |
| Q1 | 241.445 |
| median | 362.63 |
| Q3 | 491.6425 |
| 95-th percentile | 731.6885 |
| Maximum | 927.02 |
| Range | 893.26 |
| Interquartile range (IQR) | 250.1975 |
Descriptive statistics
| Standard deviation | 181.0748457 |
|---|---|
| Coefficient of variation (CV) | 0.473793876 |
| Kurtosis | -0.1708821678 |
| Mean | 382.1806378 |
| Median Absolute Deviation (MAD) | 124.52 |
| Skewness | 0.5893548918 |
| Sum | 8203125.21 |
| Variance | 32788.09976 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 375.205 | 124 | 0.6% |
| 333.79 | 5 | < 0.1% |
| 366.37 | 5 | < 0.1% |
| 223.38 | 4 | < 0.1% |
| 469.01 | 4 | < 0.1% |
| 429.45 | 4 | < 0.1% |
| 233.95 | 4 | < 0.1% |
| 430.66 | 4 | < 0.1% |
| 323.12 | 4 | < 0.1% |
| 230.76 | 4 | < 0.1% |
| Other values (18055) | 21302 |
| Value | Count | Frequency (%) |
| 33.76 | 1 | |
| 34.04 | 1 | |
| 42.13 | 1 | |
| 43.09 | 1 | |
| 44.23 | 1 | |
| 44.63 | 1 | |
| 47.78 | 1 | |
| 48.2 | 1 | |
| 48.23 | 1 | |
| 48.6 | 1 |
| Value | Count | Frequency (%) |
| 927.02 | 1 | |
| 926.83 | 1 | |
| 926.68 | 2 | |
| 926.65 | 1 | |
| 926.25 | 1 | |
| 925.5 | 1 | |
| 925.14 | 1 | |
| 924.57 | 1 | |
| 923.65 | 1 | |
| 923.57 | 1 |
Credit Score
Real number (ℝ≥0)
| Distinct | 14245 |
|---|---|
| Distinct (%) | 66.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 738.0184775 |
| Minimum | 580 |
|---|---|
| Maximum | 896.26 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.8 KiB |
Quantile statistics
| Minimum | 580 |
|---|---|
| 5-th percentile | 624.6415 |
| Q1 | 682.745 |
| median | 739.82 |
| Q3 | 792.88 |
| 95-th percentile | 852.6485 |
| Maximum | 896.26 |
| Range | 316.26 |
| Interquartile range (IQR) | 110.135 |
Descriptive statistics
| Standard deviation | 70.22670608 |
|---|---|
| Coefficient of variation (CV) | 0.09515575588 |
| Kurtosis | -0.874490693 |
| Mean | 738.0184775 |
| Median Absolute Deviation (MAD) | 55.345 |
| Skewness | 0.001901974457 |
| Sum | 15840828.6 |
| Variance | 4931.790247 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 739.82 | 1205 | 5.6% |
| 777.86 | 7 | < 0.1% |
| 762.03 | 6 | < 0.1% |
| 727.48 | 6 | < 0.1% |
| 667.26 | 6 | < 0.1% |
| 792.76 | 6 | < 0.1% |
| 789.28 | 6 | < 0.1% |
| 772.41 | 5 | < 0.1% |
| 843.03 | 5 | < 0.1% |
| 731.81 | 5 | < 0.1% |
| Other values (14235) | 20207 |
| Value | Count | Frequency (%) |
| 580 | 1 | |
| 580.85 | 1 | |
| 581.66 | 1 | |
| 582.3 | 1 | |
| 582.62 | 1 | |
| 583.05 | 1 | |
| 583.42 | 1 | |
| 583.54 | 1 | |
| 583.55 | 1 | |
| 583.57 | 1 |
| Value | Count | Frequency (%) |
| 896.26 | 1 | |
| 891.95 | 1 | |
| 890.02 | 1 | |
| 889.79 | 1 | |
| 889.72 | 1 | |
| 889.24 | 1 | |
| 889.03 | 1 | |
| 888.77 | 1 | |
| 888.76 | 2 | |
| 888.55 | 1 |
No. of Defaults
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21464 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 17321 | |
| 1 | 4143 | 19.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 17321 | |
| 1 | 4143 | 19.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 17321 | |
| 1 | 4143 | 19.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21464 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 17321 | |
| 1 | 4143 | 19.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21464 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 17321 | |
| 1 | 4143 | 19.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 17321 | |
| 1 | 4143 | 19.3% |
| Distinct | 17300 |
|---|---|
| Distinct (%) | 80.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2238.629857 |
| Minimum | 378.76 |
|---|---|
| Maximum | 4497.57 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.8 KiB |
Quantile statistics
| Minimum | 378.76 |
|---|---|
| 5-th percentile | 1053.3005 |
| Q1 | 1696.68 |
| median | 2223.25 |
| Q3 | 2641.065 |
| 95-th percentile | 3800.7575 |
| Maximum | 4497.57 |
| Range | 4118.81 |
| Interquartile range (IQR) | 944.385 |
Descriptive statistics
| Standard deviation | 780.2187961 |
|---|---|
| Coefficient of variation (CV) | 0.3485251453 |
| Kurtosis | 0.14084375 |
| Mean | 2238.629857 |
| Median Absolute Deviation (MAD) | 488.835 |
| Skewness | 0.5679545199 |
| Sum | 48049951.24 |
| Variance | 608741.3698 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2223.25 | 3579 | 16.7% |
| 1868.78 | 3 | < 0.1% |
| 2312.37 | 3 | < 0.1% |
| 1906.59 | 3 | < 0.1% |
| 2415.7 | 3 | < 0.1% |
| 2471.78 | 3 | < 0.1% |
| 2444.68 | 3 | < 0.1% |
| 2117.34 | 3 | < 0.1% |
| 1617.97 | 3 | < 0.1% |
| 1519.5 | 3 | < 0.1% |
| Other values (17290) | 17858 |
| Value | Count | Frequency (%) |
| 378.76 | 1 | |
| 393.09 | 1 | |
| 418.9 | 1 | |
| 437.63 | 1 | |
| 438.44 | 1 | |
| 442.47 | 1 | |
| 450.16 | 1 | |
| 472.04 | 1 | |
| 487.81 | 1 | |
| 495.7 | 1 |
| Value | Count | Frequency (%) |
| 4497.57 | 1 | |
| 4496.93 | 1 | |
| 4496.44 | 1 | |
| 4495.61 | 1 | |
| 4493.53 | 1 | |
| 4493.3 | 1 | |
| 4490.84 | 1 | |
| 4489.91 | 1 | |
| 4489.73 | 1 | |
| 4486.92 | 1 |
Co-Applicant
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.8 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 64392 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 18336 | |
| 0.0 | 3128 | 14.6% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1.0 | 18336 | |
| 0.0 | 3128 | 14.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 24592 | |
| . | 21464 | |
| 1 | 18336 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 42928 | |
| Other Punctuation | 21464 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 24592 | |
| 1 | 18336 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 21464 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 64392 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 24592 | |
| . | 21464 | |
| 1 | 18336 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 64392 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 24592 | |
| . | 21464 | |
| 1 | 18336 |
| Distinct | 21216 |
|---|---|
| Distinct (%) | 98.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 123415.822 |
| Minimum | -999 |
|---|---|
| Maximum | 625889.29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 244 |
| Negative (%) | 1.1% |
| Memory size | 167.8 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | 27471.534 |
| Q1 | 58524.18 |
| median | 103827.865 |
| Q3 | 166848.4225 |
| 95-th percentile | 291140.467 |
| Maximum | 625889.29 |
| Range | 626888.29 |
| Interquartile range (IQR) | 108324.2425 |
Descriptive statistics
| Standard deviation | 84851.19201 |
|---|---|
| Coefficient of variation (CV) | 0.6875228043 |
| Kurtosis | 1.735610759 |
| Mean | 123415.822 |
| Median Absolute Deviation (MAD) | 50678.825 |
| Skewness | 1.232984052 |
| Sum | 2648997203 |
| Variance | 7199724786 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -999 | 244 | 1.1% |
| 57914.08 | 2 | < 0.1% |
| 356356.48 | 2 | < 0.1% |
| 53075.16 | 2 | < 0.1% |
| 279299.82 | 2 | < 0.1% |
| 51395.67 | 2 | < 0.1% |
| 85370.86 | 1 | < 0.1% |
| 192978.67 | 1 | < 0.1% |
| 150370.68 | 1 | < 0.1% |
| 245940.94 | 1 | < 0.1% |
| Other values (21206) | 21206 |
| Value | Count | Frequency (%) |
| -999 | 244 | |
| 7265.95 | 1 | < 0.1% |
| 7309.87 | 1 | < 0.1% |
| 7439.12 | 1 | < 0.1% |
| 7859.62 | 1 | < 0.1% |
| 7900.34 | 1 | < 0.1% |
| 8012.24 | 1 | < 0.1% |
| 8029.94 | 1 | < 0.1% |
| 8231.39 | 1 | < 0.1% |
| 8290.92 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 625889.29 | 1 | |
| 622793.92 | 1 | |
| 596147.38 | 1 | |
| 558179.18 | 1 | |
| 556390.54 | 1 | |
| 555225.1 | 1 | |
| 554514.94 | 1 | |
| 550572.94 | 1 | |
| 549754.86 | 1 | |
| 544450.8 | 1 |
Type of Employment_missing_val
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21464 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 16184 | |
| 1 | 5280 | 24.6% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 16184 | |
| 1 | 5280 | 24.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 16184 | |
| 1 | 5280 | 24.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21464 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 16184 | |
| 1 | 5280 | 24.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21464 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 16184 | |
| 1 | 5280 | 24.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 16184 | |
| 1 | 5280 | 24.6% |
Type of Employment_Laborers
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21464 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 17315 | |
| 1 | 4149 | 19.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 17315 | |
| 1 | 4149 | 19.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 17315 | |
| 1 | 4149 | 19.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21464 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 17315 | |
| 1 | 4149 | 19.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21464 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 17315 | |
| 1 | 4149 | 19.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 17315 | |
| 1 | 4149 | 19.3% |
Type of Employment_Sales staff
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21464 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 18678 | |
| 1 | 2786 | 13.0% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 18678 | |
| 1 | 2786 | 13.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 18678 | |
| 1 | 2786 | 13.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21464 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 18678 | |
| 1 | 2786 | 13.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21464 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 18678 | |
| 1 | 2786 | 13.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 18678 | |
| 1 | 2786 | 13.0% |
Type of Employment_Core staff
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21464 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 19141 | |
| 1 | 2323 | 10.8% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 19141 | |
| 1 | 2323 | 10.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 19141 | |
| 1 | 2323 | 10.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21464 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 19141 | |
| 1 | 2323 | 10.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21464 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 19141 | |
| 1 | 2323 | 10.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 19141 | |
| 1 | 2323 | 10.8% |
Type of Employment_Managers
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.8 KiB |
| 0 | |
|---|---|
| 1 | 1399 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21464 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 20065 | |
| 1 | 1399 | 6.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 20065 | |
| 1 | 1399 | 6.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 20065 | |
| 1 | 1399 | 6.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21464 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 20065 | |
| 1 | 1399 | 6.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21464 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 20065 | |
| 1 | 1399 | 6.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 20065 | |
| 1 | 1399 | 6.5% |
Type of Employment_Drivers
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.8 KiB |
| 0 | |
|---|---|
| 1 | 1144 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21464 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 20320 | |
| 1 | 1144 | 5.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 20320 | |
| 1 | 1144 | 5.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 20320 | |
| 1 | 1144 | 5.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21464 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 20320 | |
| 1 | 1144 | 5.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21464 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 20320 | |
| 1 | 1144 | 5.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 20320 | |
| 1 | 1144 | 5.3% |
Type of Employment_Accountants
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.8 KiB |
| 0 | |
|---|---|
| 1 | 950 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21464 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 20514 | |
| 1 | 950 | 4.4% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 20514 | |
| 1 | 950 | 4.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 20514 | |
| 1 | 950 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21464 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 20514 | |
| 1 | 950 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21464 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 20514 | |
| 1 | 950 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 20514 | |
| 1 | 950 | 4.4% |
Expense Type 1_N
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.8 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21464 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 14107 | |
| 0 | 7357 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1 | 14107 | |
| 0 | 7357 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 14107 | |
| 0 | 7357 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21464 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 14107 | |
| 0 | 7357 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21464 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 14107 | |
| 0 | 7357 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 14107 | |
| 0 | 7357 |
Profession_Working
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.8 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21464 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 12416 | |
| 0 | 9048 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1 | 12416 | |
| 0 | 9048 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 12416 | |
| 0 | 9048 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21464 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 12416 | |
| 0 | 9048 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21464 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 12416 | |
| 0 | 9048 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 12416 | |
| 0 | 9048 |
Profession_Commercial associate
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21464 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 16109 | |
| 1 | 5355 | 24.9% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 16109 | |
| 1 | 5355 | 24.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 16109 | |
| 1 | 5355 | 24.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21464 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 16109 | |
| 1 | 5355 | 24.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21464 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 16109 | |
| 1 | 5355 | 24.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 16109 | |
| 1 | 5355 | 24.9% |
Profession_Pensioner
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21464 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 19414 | |
| 1 | 2050 | 9.6% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 19414 | |
| 1 | 2050 | 9.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 19414 | |
| 1 | 2050 | 9.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21464 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 19414 | |
| 1 | 2050 | 9.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21464 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 19414 | |
| 1 | 2050 | 9.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 19414 | |
| 1 | 2050 | 9.6% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21464 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 12144 | |
| 1 | 9320 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 12144 | |
| 1 | 9320 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12144 | |
| 1 | 9320 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21464 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 12144 | |
| 1 | 9320 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21464 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 12144 | |
| 1 | 9320 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 12144 | |
| 1 | 9320 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21464 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 17359 | |
| 1 | 4105 | 19.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 17359 | |
| 1 | 4105 | 19.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 17359 | |
| 1 | 4105 | 19.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21464 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 17359 | |
| 1 | 4105 | 19.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21464 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 17359 | |
| 1 | 4105 | 19.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 17359 | |
| 1 | 4105 | 19.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21464 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 17423 | |
| 1 | 4041 | 18.8% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 17423 | |
| 1 | 4041 | 18.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 17423 | |
| 1 | 4041 | 18.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21464 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 17423 | |
| 1 | 4041 | 18.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21464 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 17423 | |
| 1 | 4041 | 18.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 17423 | |
| 1 | 4041 | 18.8% |
Dependents_4.0
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.8 KiB |
| 0 | |
|---|---|
| 1 | 1937 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21464 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 19527 | |
| 1 | 1937 | 9.0% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 19527 | |
| 1 | 1937 | 9.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 19527 | |
| 1 | 1937 | 9.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21464 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 19527 | |
| 1 | 1937 | 9.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21464 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 19527 | |
| 1 | 1937 | 9.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 19527 | |
| 1 | 1937 | 9.0% |
Dependents_0
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.8 KiB |
| 0 | |
|---|---|
| 1 | 1753 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21464 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 19711 | |
| 1 | 1753 | 8.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 19711 | |
| 1 | 1753 | 8.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 19711 | |
| 1 | 1753 | 8.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21464 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 19711 | |
| 1 | 1753 | 8.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21464 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 19711 | |
| 1 | 1753 | 8.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 19711 | |
| 1 | 1753 | 8.2% |
Location_Semi-Urban
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.8 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21464 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 15622 | |
| 0 | 5842 | 27.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1 | 15622 | |
| 0 | 5842 | 27.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 15622 | |
| 0 | 5842 | 27.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21464 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 15622 | |
| 0 | 5842 | 27.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21464 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 15622 | |
| 0 | 5842 | 27.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 15622 | |
| 0 | 5842 | 27.2% |
Location_Rural
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21464 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 17486 | |
| 1 | 3978 | 18.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 17486 | |
| 1 | 3978 | 18.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 17486 | |
| 1 | 3978 | 18.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21464 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 17486 | |
| 1 | 3978 | 18.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21464 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 17486 | |
| 1 | 3978 | 18.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 17486 | |
| 1 | 3978 | 18.5% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | Customer ID | Income (USD) | Loan Amount Request (USD) | Current Loan Expenses (USD) | Credit Score | No. of Defaults | Property Age | Co-Applicant | Property Price | Type of Employment_missing_val | Type of Employment_Laborers | Type of Employment_Sales staff | Type of Employment_Core staff | Type of Employment_Managers | Type of Employment_Drivers | Type of Employment_Accountants | Expense Type 1_N | Profession_Working | Profession_Commercial associate | Profession_Pensioner | Dependents_2.0 | Dependents_3.0 | Dependents_1.0 | Dependents_4.0 | Dependents_0 | Location_Semi-Urban | Location_Rural | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 5152 | C-25431 | 1731.990 | 27709.83 | 140.16 | 739.82 | 1 | 1731.99 | 1.0 | 52045.88 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 1 | 25363 | C-30796 | 2814.170 | 188858.71 | 510.05 | 700.24 | 0 | 2814.17 | 1.0 | 268479.69 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 2 | 21026 | C-41817 | 2121.470 | 134626.34 | 444.14 | 707.14 | 0 | 2121.47 | 1.0 | 233499.25 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 3 | 844 | C-20088 | 2901.070 | 240936.30 | 670.18 | 765.90 | 0 | 2901.07 | 1.0 | 386796.09 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 4 | 26146 | C-24848 | 2222.435 | 25499.21 | 278.08 | 690.62 | 1 | 2223.25 | 1.0 | 35278.10 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 5 | 14819 | C-33563 | 2069.290 | 104248.66 | 335.17 | 735.62 | 0 | 2069.29 | 1.0 | 129824.27 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
| 6 | 2345 | C-25659 | 2222.435 | 112172.96 | 346.67 | 768.18 | 0 | 2223.25 | 1.0 | 137905.05 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 7 | 5556 | C-14991 | 1717.690 | 80456.84 | 403.18 | 697.73 | 0 | 1717.69 | 1.0 | 111191.58 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
| 8 | 18244 | C-32904 | 1515.540 | 72297.39 | 439.65 | 751.95 | 0 | 1515.54 | 1.0 | 134809.06 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 |
| 9 | 10801 | C-24723 | 2222.435 | 189895.78 | 523.14 | 757.77 | 0 | 2223.25 | 1.0 | 324744.34 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
Last rows
| df_index | Customer ID | Income (USD) | Loan Amount Request (USD) | Current Loan Expenses (USD) | Credit Score | No. of Defaults | Property Age | Co-Applicant | Property Price | Type of Employment_missing_val | Type of Employment_Laborers | Type of Employment_Sales staff | Type of Employment_Core staff | Type of Employment_Managers | Type of Employment_Drivers | Type of Employment_Accountants | Expense Type 1_N | Profession_Working | Profession_Commercial associate | Profession_Pensioner | Dependents_2.0 | Dependents_3.0 | Dependents_1.0 | Dependents_4.0 | Dependents_0 | Location_Semi-Urban | Location_Rural | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21454 | 18872 | C-27261 | 1572.610 | 126663.54 | 372.82 | 804.12 | 0 | 1572.61 | 1.0 | 145199.39 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 21455 | 7060 | C-4849 | 1639.660 | 123796.56 | 527.43 | 739.82 | 0 | 1639.66 | 1.0 | 159519.12 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 |
| 21456 | 24750 | C-27966 | 2639.470 | 30304.63 | 299.38 | 741.68 | 0 | 2639.47 | 1.0 | 35160.90 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 21457 | 12663 | C-28251 | 2130.160 | 70367.85 | 241.25 | 676.67 | 0 | 2130.16 | 1.0 | 90880.92 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 21458 | 13430 | C-13417 | 2222.435 | 245591.32 | 926.68 | 816.86 | 1 | 2223.25 | 1.0 | 331291.05 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
| 21459 | 24149 | C-14330 | 2222.435 | 146440.71 | 429.85 | 766.76 | 0 | 2223.25 | 1.0 | 253150.73 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
| 21460 | 6067 | C-18949 | 1755.410 | 77051.52 | 282.34 | 804.58 | 0 | 1755.41 | 0.0 | 115077.51 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 21461 | 977 | C-5166 | 1711.330 | 37989.79 | 208.36 | 739.82 | 0 | 1711.33 | 0.0 | 44673.36 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 21462 | 17711 | C-40526 | 1337.790 | 50723.30 | 374.06 | 692.37 | 0 | 1337.79 | 1.0 | 92324.46 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 21463 | 26446 | C-31486 | 1616.850 | 27012.91 | 139.26 | 652.59 | 0 | 1616.85 | 1.0 | 48124.58 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |